{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## Classification 使用Pytorch做分类"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "outputs": [],
   "source": [
    "import torch\n",
    "from torch.autograd import Variable\n",
    "import torch.nn.functional as F\n",
    "import matplotlib.pyplot as plt"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "准备数据"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "n_data = torch.ones(100, 2)  # 100个具有2个属性的数据 shape=(100,2)\n",
    "x0 = torch.normal(2*n_data, 1)  # 根据原始数据生成随机数据，第一个参数是均值，第二个是方差，这里设置为1了，shape=(100,2)\n",
    "y0 = torch.ones(100)  # 100个0作为第一类数据的标签，shape=(100,1)\n",
    "x1 = torch.normal(-2*n_data, 1)\n",
    "y1 = torch.zeros(100)\n",
    "\n",
    "x = torch.cat((x0, x1), 0).type(torch.FloatTensor)  # cat数据合并 32-bit floating\n",
    "y = torch.cat((y0, y1), 0).type(torch.LongTensor)   # 64-bit integer\n",
    "\n",
    "x, y = Variable(x), Variable(y)\n",
    "\n",
    "plt.scatter(x.data.numpy()[:, 0], x.data.numpy()[:, 1], s=100, lw=0)\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    " 构建网络"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Net(\n",
      "  (hidden): Linear(in_features=2, out_features=10, bias=True)\n",
      "  (predict): Linear(in_features=10, out_features=2, bias=True)\n",
      ")\n"
     ]
    }
   ],
   "source": [
    "class Net(torch.nn.Module):\n",
    "    def __init__(self, n_feature, n_hidden, n_output):\n",
    "        super(Net, self).__init__()\n",
    "        self.hidden = torch.nn.Linear(n_feature, n_hidden)\n",
    "        self.predict = torch.nn.Linear(n_hidden, n_output)\n",
    "\n",
    "    def forward(self, x):\n",
    "        x = F.relu(self.hidden(x))\n",
    "        x = self.predict(x)\n",
    "        return F.sigmoid(x)\n",
    "\n",
    "net = Net(2, 10, 2)  # 数据是二维的所以输入特征是2，输出是两种类别所以输出层特征是2\n",
    "print(net)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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mC4dUraHGOCYbMktgrbFi/dDfqB9QCRcHJx6+COG7jXPYd+MMAI1KVGFQwy4UcvVMM+7t6i34dtOcLN3hZjUtytQ02Lfv+mkd45yaCw9u8uOWf/j1rY+yQjUdEhITWH1mD/8e2cLDFyEUcvWkb512vFGlMdZW4uNTkLWIvzBBrsBKY8XQxm8xtPFbRMZGY6XRYG/Ao/mfwxsZsnhCmhzUpuhVq41JmZIF/Dh3/4bqOY3RvXpz2laoC8CKkzvp/c93afTddfUEP2/9lwX9vqFb9eYp7aULFqVbtWZZspt/Fdhb2/Je/U4G+2fuW2Nyjr8PradPnXYU9/TJ0nvp55FhtJk6Mm1ylrtX2XThIHWKVWDLhxPFTl6QpYg4aEGuw8nOwaBx3n75KAMX/GSWcX67egvK+xQ3KTeoQRfVcxqjUcmqzHr3CwBO371Kz3nf6NU3NiGOnvO+0UlnOq/PV3Sp3NgiurxKrDRWLHtvvM6pQGrOP7hpcp7nUeFUGt8T79HtGLToZ+6HZo1fQJ/53xnMnHYk8AL9/v0hS9YVCJIRBlrwWvG/rQuMemynRpIketVqwz991RWNaFm2Fl31HKcbw9bKhvrFK1HZtyTtK9Rn1aCf2TliCs72jgD8uXMZ8YkJBsfHJybw566ladocbe1ZM+QXTn05n1HNe1CzaFmzdMoOSnr5cW7cAjqZyBRmTpx3ZGw0fx1YR90J73P3mfr480cvnnL76QOjcd1XHt1m4/mDRudZd3YfmzKRvEUgMIU44ha8NjyLfMGuq6bLmBZ08eCjJt14u0YLArx8Vc8vSRJLBnxPSS8/ZuxbTWh0OKCUcGwQUAlQPJQTtIm42DvRrVozJnX/2OgxrCHHt7Qy+/S2V/UrTVW/0oRGhVN4TEeiVFTPMgdHW/s0c2qQ0GL67ttaY4WvewFi4uOoVLgEQxu9SefKjVQlg+lUqUGaIiBquPv8MR+vmsSK938yKrfsxHZ+27GYE0GXAfB0dmNgvY582aYfLg5OaWQ3XTBunJPpMP1TGgRUZk6vLyldsKhZegsEphD1oAWvDUFPH+I/7g2TcmUL+nPpm6Um5YwRFRfDwZtniUtIoFLhEjjZ2bP10lFi4uOo4FOcmv7lVM1j+2EDoztoABsra+KmGt+pzTmwjkGL/6fXeczO2obYDGYBy2fvSKuytanuV4bvNv+t6upAI0mcGbuAioVLmL3e47CnlP72bV5ER5g1zlpjxZ2f1hk8Pv9+0998s/EvvX2VfUuy9+MZaTzkf9wyj3HrZ6lev0A+d46O/ttkLH1mEfWg8xbiiFvw2uDtkh8XeyeTciXTpc/MCI629rQsW5sWZWryv63/UnhMJ96d+zUDFoyn1i8DqPFzP04GXTE5TwUVd99qZN5r0JnVg/5HNb/SKW0aSUO78nUp453xnV14TBSrTu/m1L2rqu/1tbJsstylIbxdPNj4wW+4OZjnfJWgTeSigRKU5+5dN2icAc7eu863G+ekaTOVDzw9T8KfZ/g1CwSGEAZa8Npgb2NnMr80WM7ZC6D7nLFM37eKmHQVpk7euULTPz/gvAmv78ENTe/4hzR8U5UuXao0ZuOw3xnetDtNSlalY8X6eLvk56wJHaw0pj8GNpzbr0qHZFad3m3wyP3Os0esO7uPzRcOEa4ndK1BiSrc/GElv731EU1LVcfTyVXPLLrYWdvqbZ+537Rn+D+HNxGdSt925etRNFXdajUsPr5N5+9AIMgMwkALXivGte1v9IP1jSqNaVehnkXW2nnlOOuNGK7wmCi+2jDb6BwD6nU0GhfcokxN+tfroEqfWfvXUHRsFybvXs6e66dZd24/8w5vMjnOydZ0qJK5R+TxiQk8jwpL03bn2SM6Tf+UYuPepMvMz2k/7WN8vujIyOUTiY1PuzvP7+TKJy16smvUNCZ2G2lyPS9nd2oXK6+379SdqybHh0aHE/j0YcrPGo2GeX2+MhgtoI/I2GhCLFwHXJC3EQZa8FpR0NWDg5/Npmu1ZlhrrFLa3R1d+KJ1H5a996NZlauM8ffBDSZl1p/dz5OwZwb7bays2fjB73zZpi+ezm4p7Z7Oboxp3ZeNH/yOTaqEGOfuXWfQop8p8XVXio97k17zvuHwrfNsOn+QoUsmmLzP1oclE7Ck5mkqY/XwRQgNfhvMhvMH0njZR8RGMWn3Mlw/boHj8MaU+64Hv+9YlGZn3a1ac4qY2M1+2KSrwZrTNioTitimk2taujr7P5lJh4r1VY230ljh6mD6ikUgUItwEhPkCGLj40jQJlo08cSD0GDO3b+BrZUNdYtXwMFEIQpzqfPLQI7evmhSbtfIqTQtbdqvJzY+jkuPAgEoV7AYdjZpj2z/OrCWIYsn6A0jK5q/IEHPHqnUPC3WGisStIkZGmuM1YP/xxtVmgDw0bLfmLrHdM3uZCr4BLB71LSUh5aLD27RavIIHrwI1pHtWas18/t+jVWqB7LU/G/rv4xZO93oeqW9i3L5m6UGH95+2vIPY9fPNDpHl8qNWTPkF6MymUU4ieUtxA5akK1sOLefZhOHYT+8Ec4jm1L2u7eZvMt4bLBafNy8aFO+Ls3K1LC4cQZU63jw5jlVcnY2timhU+mN88mgKwaNM5Bh4wzQXuUO0cbK2qzTh+SY5tj4OP49ssUsnS48uMmQxS+NXXmf4lz+ZimTu39Mo5JVqepXih41WrJr5DQW9v/OoHEGGFivo0nnwVHNexh9bR826Ya/RyGD/bbWNoxp08foGgKBuQgDLcg2ftwyj04zPmP3tZMpbVceBTFixUQ6z/jMIkY6KylXqJgquZh49VnNDDF593LVCVjMwd7Gjh86DjJ4PJwaX7cC7Bg+hRpFTCdGcXd0oXHJqgCERIZm6Bh97dl9aRKQuDg48VHT7uz9eAanvvyXJQN/oGnp6ibn8crnzrqhEwwa6Y+adDPprOfi4MSOEVOoWDhAp8/DyZU1g3+hlr/+O3CBIKNkOlGJJEl+wL+ANyADs2VZnpTZeQWvN8dvXzIaZ7rl4mEm7lzC5616v0KtzKNF2VosPPafSTlvl/yZXmvr5SOZniM9+ewcmdd3HN758vNevc5M32f8CLp37bY0K1ODo6P/puL4Xlx6qD+sCZTyn8mnFs52jmgkjdkPGInaRPbfOMO7tVqbNU4fTUpV58q3y/jrwDo2nD+QlEQlgKGN3qRBiSqq5gjw8uXs2IXsvHKcLRcPE5+YQI2iZelevblRZ7KExATWnd3HP0c28SA0hAL53Olduy1dqzVT9WAkyLtk+g5akqRCQCFZlk9JkpQPOAl0kWXZYDogcQct6P/vD/xjwsO4mIcPN75fiUZFGFB2EBEThc8XHQiPjTIoY2ttw72f1quqlmUMz09b8zTSsh7CJb18uRFyH1mW8XR2IzI2mmgDYUI+rl6c+vIfvF08ACUpTOspI7n6OEhHNjl9aupj53ZTR7Hl4mGzdVzY/1t6pitkEhETxYuYCDycXM3yss4OwqIjaTdtlN5rjmp+pdk6fFIa50BTiDvovEWmP/lkWX4oy/KppH+HA5eBwpmdV/B6cyTwgkmZwKcPeBxu2AM6u3G2d2Rs235GZQq7etFi0ke0mjycBUe36IQTqaWWysxk5nA9+F5K5rGQiFCi42P17ugq+ASwa+TUFOMMUNSjEGfHLmBBv2/oULE+DUtUoV/d9hz67C8W9P9W5054TOu+Ru+J9SEhce/5EyJjowE4decKXWePwf2TlviO6YTHp615f+FP3H76wNyX/sp4b+FPBn0QTt29yrtzv37FGglyExb14pYkyR/YB1SQZTnMkJzYQQvKf/8Olx4GmpR7/MtmCljgiDgr+XHLPH76b36axBwSErKevNVVfEuxbfgks3fUG88foOP0TzOtqxo6VKxPVb/SSEg0LV2NJqVM3/OqYdmJ7QxY8KPZOcNd7J0YWL8jM/at0ZsIxMvZnb0fT6esSp+AV8Xtpw8I+KqryaP9c+MWqk6LKnbQeQuLGWhJkpyBvcCPsizrVFyXJGkQMAigSJEi1YOCdI/GBHmHEcv/YPLu5UZlKhUuwdlxCy2yXqI2kRtP7iEjE+Dlqzo2Vi2hUeEsP7mT+6HBrDu7j7P3rxuUbV66BjtGTjV7jQ+WTGDGPp3/WhbH2c6RB//bQD4VaVPNJTQqnPlHNnPyzhWeRYax6+oJg8fq5lCnWAUOfz7HtOArZPrelQxb+ptJuR87DeFLEycxyUiSFASEpGqaLcuy8Ww4glyLRT6lJEmyAVYBi/QZZ4CkP6LZoOygLbGuIPcyrHFXZuxbbdRTe3jT7pleJ1GbyK/bFzF97yruPlc8ggu6eDC4YRfGtO6rE86UUdwc8zGoYRduBd/nhy1zjcruvHqCc/euU0llvueQiFBWnNxJIVdPBtbryImgK0YfADJLRGwUVx4FqS74YQ5ujvkY0eztlJ9vPLnLn7uW8e/RzYTHGL7LN8WRwAucuXuNKn6lLKGmRVCbfc3MLG0hYgedd7CEF7cE/A1clmX5j8yrJMgLlPIuwrw+4+g3/we9STKGNHyDgfU7ZWoNrVZL97/GsvrMnjTtj8Ke8t2mvzl48xybhv1hUU/azRcP6a0olZ6N5w+aNNBarZYv1k5j8u4VaQpV5LN35MdOQyjk6smABeNV62ZjZU1+JxceG8lsloy1lXn3xRmlRAE/pvb4FK2szfTpwImgyznKQFcurO4BrLKv+VW/BHkDS7jH1gd6A80kSTqT9NXOAvMKXnN61mrDqS/nM6hBF4rkL0ghV086VKzP5mF/MOPd0Zmef9nJHTrGOTU7rhznrwPrMr1OauJU7obiEk3Lfbp6Mr9uX6RTRSo8Joqx62fyMCxE1VH9v32/4eq3y3kyYQujVYSt+bh6UdFHN943KwmOCM30HK/qoUItTUtXp7SJSmKF3bzoVKnhK9JIkNvI9A5aluUDgGWSGwvyHBULl2BWzy+yZG41O7KZ+9cwrElXi61ZxVfdDs6U3IPQYKbsXmFUZuLOpXSr1ozFx7cZlCnm4cO7tVqleFD3r9uB7zb9bbTe8rDGb/HwxVNmH1jLf5eOKPG+RcrwQeO3qFakjMFxsiwTGPIArazF36MQ1mbc8xd29VItqw9rjRUty9bK1BwAT8KeMefgevbfOIMkSTQqWZX36ncyKxQqGUmSmNt7LK2mjEjxRE+NnbUt8/qMM+t9EuQtxF+G4LXl7D3T97QXHtwkUZtodgiQIZJ3Tfrig5PxdS9Ax0oNjM6z+Pg2k/mxQyJCaVu+HjeD7+vNCe7tkp91QyekeW1ujvlYN2QCnWZ8pje7V48aLalYOIDS33ZP47x19t51/j60ge86vM/X7QemGaPVapm8ezlT967kZvA9QNmFD27YhdGtequ65+9frwOTdi8zKWeIbtWaU9itQIbHA6w5s4eec79J87q3XDzMD5vnsmTA93Sq3MjsOesFVOLgp7P5btMc1p87QKI2EY2koU35OnzdbgC1i1XIlM6C1xtRLEPw2uL9eVuehD83KmNjZU3c1AMWXffIrQu0nDycCD0JTOysbdg8bCLNyhj38/lk5ST+2LnE5FrTenzKgHodWXRsK38dWMftZw9xd8zHOzVaMbhhlzSxy6m59/wJM/etZs3ZvUTHxVKuUDGGNnqTcoWKUf77d4x6Vq94/ye6VmsGKLvm3v98y6JjW/XKNi9dg80fTlR1z9/nn+9YcNS8nN0AdYtX5L8P/8QlA5Wk4hMT2HnlOCeCrvDdpjkGH4rsrG058cU8KuhJ9amWZ5EveBz2DE9ntwwnrhFhVnkLsYMWvLZ0rNiAvw8ZLwnZsaLxnWxGqFO8Aoc+m02ved9y7v6NNH2xCfGMWvknTUtXI7+jK29Uaaw3BraQq6eqtQq5emJvY8fA+p3McqrzdS/A+M5DGN95SJr20Wummgx7+mPnkhQDvebMHoPGGRSP9Rn7Vqfx3DbE3N5jye/owtS9K0jUmk4LWsW3FJ+0eIfu1VtkyNFv5r7VfL95Lg9fhJiUjU2IY9LuZfzV60uz10kmv5Mr+Z1cMzxekPfImTkUBQILMLxpd6NOVBpJw6jmPbJk7aOBF3WMczLn7t9g0q7lfLPxLyqN70W7qaMIjQpPI/N29RYm17DWWNOufD2L6JvMpvOHTMocvnWeZ0lpR9Xc849a8SdvzhrN/utnjMpZW1nzZ/dRdK6k7ij52w7v0at22wwZ5z92LGbokgmqjHMyxhwOBYKsQBhowWtLJd+SLOz/rd4PcCuNFbPeHa26UII5aLVaftgyT7X8louH6TD9kzThWWrqTCdoE4zedWcENd7lAHEJSvz6GRX3/DIya87spfHEoUzfa7omdJmCxj2fkynh5atKLj2hUeF8tcH83B6RseZlQBMIMos44ha81nSv3oI6xSowa/8adl87hSzL1A+oxNBGbxKQwQ94Uxy4eZY7ZtZnPnjzHP9dPEzbCsqOWE2uclAMuZqEJ5cfBjJt7yq2Xz5GgjaR2v7lGdbkLeoHVEaWZbZfPsbas3tVlfgs7OaFVz43QLlTV4ssy3y07A8al6xGeZ/iBuUG1uvE/7YuMJois27xikbnMMaS49vMTjcKUK6Qf4bWEwgyijDQgteeIvkL8mPnoa9svWeRBtPQG2XB0f9SDLS1Sq9yNd7nC49uof+/49M4QN0Kuc+SE9sY3qQ7+26c4cy9a6r1HNSgC1YaK+4+e4yXszv3Q4NVj9XKWqbvXcW0dz4zKFPcqzCftezJL9sW6O13sLHj97eGq14zPbefPczQOFM1owUCSyOOuAW5nsdhT9l26Si7rpzI0M7I0hT1KJihccERLz3OW5SpaVJeI2loXtq4Q+/FB7d0jHNqJu9ZbpZxrlu8Ip+27MmyE9sp8U1Xs8Yms//mGZMy/3tjGL+/NZyC6bzQa/uXZ+fIqdQtXtHsdZNxd3Qxe0yTUtXoX7dDhtcUCDKC2EELci2PXjxl5IqJrD6zJ+Vo1s0hH4MadmZ8pyEWL4ihlqp+panmV5pTd6+aNc7X/WUcb/MyNangE8CFBzcNyneu3JCiHoWMzjl1zwqT8dRqKJDPnUENujCmTV+uPb5Dr3nfZnheSWVeo49bvMtHTbuz7/ppwmIiKeHlq7rqkzHert6CsetmmqwyBYoxH1ivIz90GmTRlLACgRqEgRbkSkIiQmn4+2BuJCXGSCY0OpwJ2xZy+eFt1g6ZgEaTPYdEv775EW2mjlR1p5vMgLodU/4tSRKrB/9M8z8/SinykZoqvqWYoyLk579LR1Svb4wqviX5odNgACbtXpYpo9+4ZFXVsjZW1jRXcZpgDsU8fehTpy3/HN5kUKZf3Q4MadiFSoVL4GBrb9H1BQK1iCNuQa7kf1v/1THOqdlw/gDrzu17hRqlpVmZGmwe9gdlC/qrku9cuRENS1ZJ01ayQBHOjP2Xr9oNoFSBIni75KeWfzlmvjuag5/NVhVTa4ndM8C2y8fYdUVJLrT+3P4Mz2OlseKDxm9ZRKfMMPOd0fSq1Uan3UpjxchmPZjbeyy1i1UQxlmQrYgdtCDXEZ+YwLzDG03Kzd6/ljeqNMl6hQzQomwtLn2zlAM3znAj+B7Xn9xj3uENPHzxNEXG1tqGfnXaM7n7xzrjd1w+xs9b/2XXVcUwOts5Us2vNB0rNsBRpeGoWbQs954/scjrmXNwPc3K1CAsWjdFqFomdh1BGZUPLVmJnY0tC/p/y9i2/Vh49D+CI0LxdS9A3zrtKJI/Yz4EAoGlEQZakOt4GvFClaf0tSd3X4E2pqlRtCwrT+1m7uENKTWPrTVW1Cxalr97j6VsoWI6Y+Yf3sSABT+muSeNiI1i5v41bLpwiAOfzlJlSD5o9BZrzuy1yOvYc+0kd589ztSufO3ZfXxkgTrflqJMQX+dbGoCQU5BHHELch1OdvYoZciNk8/e8RVoY5z4xAQ6Tv+USbuXpRhnUI6eDwdeoOtfX+pkEQuJCGXw4l8MOjHdff6YEcsnqlq/RdlajGxmOFua2pSiAI/CnzFNRaIRY+y6eoJ9109nag6BIK8gDLQg15HP3onWZWublOuWlC86O1l2Yjs7rhw32H/pYSATdy5N0zbv0EadGtDp2XD+gOqj64ndRrKg3zdUT1UqMsDLl9/e+ohbP6xiTOu+qh54ZFlWleHMFMZydwsEgpeII25BrmR0695su3zM4C7T09mN9+t3fsVa6TL7wDqTMn8dXMe3Hd5LMZJqwrMStYmcvXc9TWiWMXrVbkuv2m15HhlGgjYRT2e3lPV+6jKUG0/usuL0LpPzONpk3mkqJCI003MIBHkBYaAFuZImpaozv+9XvLfwZ53dZiFXTzYM/Y0CLvmzSbuXXHtyx6TMwxchRMRGkc9eKZeoNn7b1tqwXKI2kV1XT3A/NJgC+fLTsmwtbKyscXdSknQ8CA1m9oG17LhynITERNwd86las35AJTZfNF1QwxgZTeQiEOQ1hIEW5Fp61W5Lm/J1mXtoA8eDLmOtsaJNuTq8XaMF9jZ22a0eAC72TjwOe2ZUxlpjlUbfduXrmayL7OrgTP2Aynr7lhzfxhdrp6fJB17QxYNv2g9kSKM32Xj+AN3/GmuyrGR6Snj5MWn3MrPG6CN1vLdAIDCMMNCCXI2nsxuft+qd3WoYpGvVZvy8db5RmS5VGqfZNb9VrSlF1xYkyEjBjcENu+gNtVpwdAt9/vlOp/1R2FOGLplA0LNH/LlrGTFmGmcHGzvala/L5D3Ljcp5OrsSFhNFXIL+qlgD63WkQuEAs9YWCPIqwklMIMhCPmj8Fm4Oho+Pbays+axlT522TcP+wMfVS++YLpUbM76TbmhQfGICn62eYlSf37cvNmmcUx93ayQNbcvXZd8nMzlvJO1oMiERL5jTcwylvdOWjHS2c2R0q97M6vmFyTkEAoGC2EELBFmIr3sBtnw4kU4zPktTDAPA0daef/t+TS3/8jrjyvsU5+LXi/nn8CaWn9pJWHQkJQr4MqhBF9qWr6vX63rj+QMmj9PjtaZTj4ZGR3DtuxWERUfi4+aZEoqlthBJVb/SXPl2GXuvneL6k7vks3ekbfl6uDg4qRovEAgUhIEWCLKYOsUrcPvHNSw9sZ3tl4+RqNVSp1h5+tftkOK0pQ83x3yMbN6Dkc0NxzGn5vbTjJVRTI8syxR0yU/JAn5p2sv7FDcZZuVk54B/UgGPxqWq0bhUNYvoJBDkRYSBFuR4Im7d5cbsZby4dAMrRwf83miJ35st0djknupCjrb2DKjXkQH1ss5BKn8Gyijqo5iHT4pHeWoGN+zC3EMbjI7tWbM1zioSxMiyTHhMFHbWNtjZ2GZYV4HgdUYYaEGO5vwP0zj/zRSQ5ZS2O8s241yiKE3/m0O+gCIWXe9FdATzD2/i6O2LWGusaVWuFt2qNc8VpQa7VGmM49JfM10Te0ijN/S21/Ivz/Cm3Zm8W7+jWHHPwnzf8X2jc4fHRDJx51JmH1jL/dBgNJKGdhXq8mmLnmK3LRCkQ5JTffC9KmrUqCGfOHHila8ryF3c+mc1R/qPMdjvHFCE9hc3YWVnmR3Y6tO76TP/eyJjo9O0F3bzYv3QX6mWKhNXdhAWHcm/Rzdz+NZ5rDXWtChbk+7VmqfZgY5dN4Of/jPuNW6MBgGV2T5istEwtal7VvDHjiUEPn0AgL2NHT1qtODnzh9Q0NXD4LgX0RE0nfgBp+9e0+nTSBrm9PqS/vU6ZFj3vIAkSSdlWa6R3XoIXg3CQAtyLBvLtCHsaqBRmboLJlCsV+Yzhh25dYFGfwwxWL/Z09mNC18twtvFsAHKStad3Ueved8SERuVpr2Qqyfrhkygpn85ALRaLZ+smsyUPStINKOohbujC4MbduGrdgPShG+Fx0TyOOwZrg7OeOVzT2nXarVceHCT2IR4Snj5Gr1LT2bYkl+Zvm+VwX5rjRWB49eozo6WFxEGOm8hDLQRtAkJBM5fw/WZSwk9fw0rB3t8OzWj9Mi+5K9aLrvVM5sXV25ya95qou4+ws7THf+eHfGsrT/ZRXYTev4qmyt1Minn27k5jdZOz/R6b84abbLq0/cdB/FVuwGZXstcTgRdpv5vgwzGFud3cuH8uEX4uL0My7rz7BH/HtnMunP7ORF02ej8ns5uBI1fg6OdQ0pbYMgDvts0h2UndxITH4skSTQvXYOxbfvRpFR1s19DeEwkPl901HnASM/X7QbynYlj8ryMMNB5CxEHbYDEuDj2dhrK0ffG8ezEBbSxccSHhhH471q21e5O0LLN2a2iamStlmNDvmZT2XZcnjCHoCUbuTZlAdvqdGdPh8EkRBr/0MwO4iPU6aRWzhgx8bGsP3fApNyyEzsyvVZGmLBtoUHjDPAsMoyZ+9ekaSuSvyDj2g1gw9DfTGZVG960exrjfOXRbWr/MpD5RzanxEzLssyOK8dpMWk4y0+a/z5cfBBo0jgDHAm8YPbcAsHrijDQBrj40ywebtmnt08bH8/hPp8Tdc9wpqecxNmxE7kxS3+Kxgeb9nC4z+hXrJFp8gUUQTKSazoZl9K6tZTNJTI2RtVxcFhMZKbXMpf4xATWnjVdz3n5yZ162wu6erB04A/YWeu/p+9cuRFjWvdJ0zZ0yQSdmO1kErWJvLfwJyJizHswstKo+6hRKycQ5AXE/wY9aOPjDRq0FJm4eG7Mznxe4qwmPiyCa1MWGpW5u3obL66YzhL1KrEv4IFvl+Ym5UoMfjvTa7k5OuPp7GZ6LS/fTK9lLlFxMQbvxVPzIjrCYF/nyo049eV8hjR8Aw8nV2ytbHCxd6KKbym6VG5EovZlRbDLDwPZc+2U0bXCY6JYeOw/9S8CqOxbkgKp7rAN0bJsLbPmFQheZ4SB1kPY1UBiHgWblHuy13Cd35zC/U17VB1h31lmvDhDdlD1l8+wL2DYKav0iD64V8q8Z7WVxor+ddublHu/wasvX+li76TKsJl6eCjjXZTYhHieRr4gLjGesJhIzty7Rv9/x1Phh3e5neSRfebedVV66fPENoattQ1DG71pVMbF3on+dYUXt0CQjDDQmSA7HOzMJf5FuDq5MMM7sOzCubgfLQ8uwbdzcyQrq5R2R79CVJs4hup/jrXYWp+36k2AESPXvHQNulVrZrH11CJJEu/VN+0slyhr2XBuP1qt/vrYP2yey7zDG/X23Qi+R/tpn6DVarG1QKnLZEIiQjly6wIX7t9ElmXGte1P58qN9Mo62zmyZvAvuKkseykQ5AVEohI95Cvlj723JzGPQ4zKFWiU850p85UoaloIyFfCsgk/MoMsywQfPEnUnYfYerjRYMUkYp48I+zqLaydHMlfowKaVAbbEng6u3Hgk1l8tPx31p7ZS0LSnbSznSP967ZnwpsfYq3SeFmaT1q8y8pTu43Wlj586zydZnxGVb9SbB42MU08ckx8LFP2rDC6xqWHgWw8f4BmpWvgYGNnshRlh4oNDPbdfvqAL9ZMZ/WZPSnH86W9i/J5q16sHvQ/Vp/Zw8x9q7n06DZOtva8UaUxHzR+C38PH6NrCgR5DRFmZYBzX0/iwg+Gw3c0NjZ0vLkdJ79CWaqHLMs83nmYu6u3kRAZjWu5AIr3f8vo0W/68RtKtCTi1l2DMtZOjnS5vw9b1+zfvdzfuJvTn/6SJv7ZvqAXFcYNpdSwnkZGWo4HocGcunsVK0lD/YDKFi/y8CTsGftunCFRm0gt//IU8zRtmB6HPWX48j9YfXpPysODIWoWLcexL+am/Lzj8jFaTh5uco3+dTswt884k/HKFXwCODduod6CHYEhD6j36/s8Cnuqd+w37QfybQcRRpVRRJhV3kLsoA1QfuxQQo6e49E23fAbydqaOv/8jGNhb2RZ1vtBZQmiHjxmX6ehPDuZtkDBua8nU/XXzyk9vI+Bkal0lSSqT/mKfZ0/QE7Q72xU+X+f5AjjfG/9Tva/+RFyYloDFPMomBMffk98WATlxwzOcj183LzSxBRbivCYSD5a9jtLTmxPCZtKLuc4893RRhN0eLt4sOy9HwkMeUCVH3sb9Sg/HnSJnVeO07xMTQCTu+FkkuV+7zqcwKcP2HLxsI5Mcc/CrB/6q8G/+c9WTzFonAG+3zyXnrVaU7JAzjmxEQhyKuIO2gBWdrY02TiTWrO+x71qOSRra6ydHSnasyMVvv6Aa1MXscS6HEttyrOrZX/ub9xt0fW1CQnsafu+jnEGxYP85Igfub10k6q5CrdrTOONM3GrnNahyqmYL3Xm/0LpD3tZROfMIMsyp0b9rGOcU3P+u6nEPtUf/pPTiY2Po/WUkcw/sjlNTLNW1rLpwkEa/j6YJyZKRQJcf3JXVbjXylO7Uv5dvlBxVQ+RFXyKA0rqzo0f/M6GD36jU6WGVCwcQOOSVZn57mjOjVtocMf/6MVT1p3VH5qYjCzLzNq/1qQuAoHAQjtoSZLaAJMAK2COLMv/s8S82Y3GxoYSg96mxCAllEeWZY4O/JLzX09OkZETE3m04xCPdhyi/LihVP5hpEXWvrduJ6HnrhqVufjjTPx7mPY+BvBp3RCf1g15dvICkXcfYefphle9akivIO406t4jbsxexpP9J5AkiQJNalFi0Ns4FHy5S32864jRY3gAbWwcgQvWUWZkvyzW2PIsOr6Vw7fOG+y//fQhv+9czC9vfGh0HjXJPhS5aB6EBjNt70qWHN+OlaQhQTb88GNjZc3Aei+d0TQaDR0qNjB615yea0/umDx+B+W+WyAQmCbTBlqSJCtgGtASuAcclyRpvSzLlzI7d04jcME6bs1bbbD/4vgZFGxWB++mdTK9VpCK3fGLC9cIvXANtwqlVM+bv3oF8levkBnVzOL24g0c6TcGbfzLXePj3Ue59PNs6i3+Hb83WgIQEXhP1XwRt9TJ5TTmHFxvUmbuoY383PkDNEYemsoU9Fe1Xj57Ryr/2JuQiFBV8r+9+ZHRQhdqSJ3D2xihURH8/N987Kxt6FCxAaW8xXG3QKAPS2yfagE3ZFm+JctyHLAUePUBo6+A69MWmZS5NtW0jBriX6gLe1IbRpUdhBw7x+E+o9MY52QSY2I52GMUoeeVUwJbd3W1jNXK5TQCQx6YlAmJCCXcxA65XKFi1A+oZFTGStKw4dwBVca5ql8plr/3I8ObZT7hSzW/0hTNX9Ck3OHA83y5bgafrJpMme/eptP0T3keGZbp9QWC1w1LGOjCQOqzyXtJba8ViXFxPD12zqRc8IGTFlnPubjprFWSRoOT/6vPbqWWK3/MM3qnrI2L5+rkBQD4tG2EjQpHtaLvqDvSz2m4q4jvtbW2wUnFLnRy94/JZ+9osL9HjZbcC31idA5rjRUHPp3FqS//pVt10xnb1KDRaPi4+TtmjZFlmQ3nD9B26igSVGRMEwjyEq/MSUySpEGSJJ2QJOlEcLDpLF05DdWe2hby6C7xfneTMoXaNMSxsLdF1ssK7q/Tnx86NffWKoUXrB0dKPNJf6OyRbq1wbVMgEV0e9X0qNHSpEzXqk1VxVpXK1KGfR/PpEWZmmn+LksW8GNen3G4OjibnCNBm8i958aNeEYY3uxts400wNHbF01WExMA4Jn8OZr0NSi7FRJkHZZwErsP+KX62TepLQ2yLM8GZoMSB22BdV8pGhsbvOpXI/ig8TzF3k1rW2S9fCX98ahThadHzujtt3Fxpsr/PrHIWlmBrNWSGBtnUi4x+mUIUIVxHxD/IoKrf87X2Xn7vdmKOv/kXt/DwQ27MG3vSp6E6/dCt7ex47OW6r3pq/iVYvuIKQSGPOBWyH3cHPJRrUhpJEniaKCu578+sioFwu9dR9Cvbntm7V/L5Ue3sdZYsf3KMZOZ9+Yf2Wyx3fxrTIiIg847WMJAHwdKSpJUDMUw9wDetcC8OY5Sw3ubNNClPsp8yFLQ8s0cHTiWBAOlFL0aVKfGlK9wq1g602sZQpuYmKlsXZJGg2u5Ery4aDy3s2uFki/HSBLVfhtN6eG9ufXPaiWTWH5X/Ht1skjO7ezE28WD7cMn03nm59x++jBNX34nFxYP+J4qfuqd/ZIp5umjE/ZUP6CSTvnJ9GgkDXWKlzd7PbVULFyCqT0+BRSv7fLfm95VP3xhPHOfQJDXyLSBlmU5QZKkD4GtKGFWc2VZVvcIn8so2r0dIYdOc3XSv3r7q/76OV71qpk156Mdh7gy6V8ebTuAnKjFpUxxXly6YXB7Y1/Qk8YbZ2VJYpGYkGdcnfQvt+auIvrBE2zcXPDv2ZGyH/fHubif6QnSUWLw25wcPt6oTMkhPXTanIr4UPFr4+FGuZFKviW5/t0K1p/bz/bLx0iUtdQpVoF3arTEQaUHtBq6VWvOJ6smG9ytA7SvUO+VpdYskM8djaRBK+vPE55MIVfPV6KPQJBbEKk+M8D9TXu4NnUhIYfPIGk0eDevQ+nhfSjQ0LyTp0sT/uLM6N/MXr/an19SZkRfs8cZI/LuQ3Y07kWknnAnGzcXmm79G89axr2H05MYG8fuNgN5sueY3v5CbRvReP0MNCoKLwjMY8+1k3SY/imRsdE6fQFevuz/ZOYrNYidpn/KhvO6WflSs/y9H8URtwlEqs+8xWthoEMvXCM25DmOvgVVF4fIbkKOnmVbHdOOYPrwqFOF1octW4t6V8v+PNpxyGC/YxEfOt3aYfaxd2JMLOe/ncLNOSuIfRoKgL23JyUGv035sUOwsrXNjNoCI1x+GMjvOxaz5MR2ouJiKOTqycB6HRnZrAcezq6vVJeTQVdo+Ptgg2lHa/uX58Cns7KtIEluQRjovEWuNtD31u3g3DdTCD17JaXNq341yo5+n0It62Nlb5fpNbKKQ30+5/aCdRka61I2gA6XNltMl7Crt9hYpq1JuYZrpuHXpUWG1kiMiSXsyi2QJFzKFheG+RUTGx+HnU32vud7rp2k/7/j09zBS5JEhwr1md/3a9ydcmeM+6tEGOi8Ra59XL01fw1H+o/RuasNPniK4E5D0djYUPTdDpQfMwiX0sVfuX6JMbHEPHmKTT4nbN11dyvB+zL+gJKR+2BjqI3dDj5wMsMG2sreDvcqZTM0VpB5sts4AzQpVZ2b36/iv0tHOHvvusgkJhCYIFca6PiISMX5yMjuXxsfT+D8Ndxbu4PmO/95Zekto+4/5uKPMwhcsE7xwpYkCrWqT7kxg/FuXOulYCbCpQPe62a0Pyb4GTfnrODOyq0khEeSr3QxSgzqTuH2TfTn3lYZu51FRbtyDYkxsQQt3cTtRRuUKxW/ggQM7IpPh6YWr0/9uqLRaGhXoR7tKtTLblUEghxPrjTQQUs3Ex+mPhXmoV6f0eHyFovqIGu1PNl7LKnwhDuFWtYj6v5jdjTsSdS9R6kEZR5uPcCjHYepu2AC/u90AKBA41oE3jYeCqOPQm0aUrhjU4P9z05dZHeb94gNflkZKfz6bR5s3I3fm62ov2yijlOWd5PaivU1cd1RwAI5xnMrUQ8es7vlAMXDPonnZy5zf8NuvJvVofH6GVg7Gc7uJRAIBOaSK8tNhl2+aZ78lVs82qVb2zaj3Fm1lQ0lW7GzWV+O9B3N3vaDWOvXhL0dhqQ1zqmQExM5+t444kKVnMOlP+pl1pbU2smRUh/1ptHa6QZ3a4kxseztMDiNcU7N3dXbOP/tFJ125+J++LRvYnT9fCX98WnTULW+rxsHuo5IY5xT83jXEY4P+/4VayQQCF53cqWBtnY2f6fy7LjhUn/mcGflfxzoNkKnNGLM4xCTSTkSo6K5NV/ZNeevXoFqE8cYNNIBA7vS8cZ2GqyYRKN10+lyfx81Jo/Dys6WmOBnXPplNge6j+BQr08JXLSexLg4gpZuIvqh8TSqN2YuJTFG15O29pzxuJTVn0bTvoAHDVdNfiWlKXMiwYdOEXL4tFGZoMUbiX6U+1LYCgSCnEuuPOL2e7MVF76fZtYYyQKxttrERE59/L9M5Uh8evw816Yv4vqMpYRduoHGxgZ7bw/inoUCEh61KlJyWE+KvNUagHwBaR1obs1fw7HBX6NNlUbz9qINnB3zBy5lTTvDxT4N5emxcxRoVDNNu4O3J62PLOfG7GXcnLuKqDsPsfN0x79nR0oOexdHn5yb8zurebDJdI5obXw8D7ceoHjfN16BRgKBIC+QKw20e+UyFGrbiIdb9qkeU6i1+sLzhni0/SBRdx+aFjTC411HCFq0IeVnOS6OqLsPkaytKT2iN05FC5MYHUN8WAQ2LmmLHjzaeZijA75E1upmZIq6+5CYJ09V6aCN0y3/CEp+77KfDqTspwPNeEWvP2pyigNpHpoEAoEgs+RKAw1Qf/Hv7O00lOD9psOVCraoh1sF8/Mcpyfytk4NELOJMXAELSckcOX3eSk/Wzs5UnpkHyr9MDKlYtHFn2fpNc7JqDIQGg1Y5c2j6oziXlldznM3EUYmEAgsSK79pLZ1c6HF3oU03fo3fl1bG7yXdi1fkroLf7XMmvkzmX3JjDvchMgoLv44k1OjfgIg9lkoj3cdMT3QlOOZVsvuFv25OnWhal3yOkW6tcXOw82ojHu18manQhUIBAJj5OpMYqlJiIwicME6bs1fS8yjYBwKFaBY3y4U690Za0cHi62xxqeh6hCv1NgV8CBW5RF0aiSNhk63lJrJ6/ybmZS3L+RF7OOnRnfaysQSLfYuNDt/uD5eXLpBfEQUzsV9sffMn+n5ciL31u/kQNcRaON1rwdsXPPRfPe/5K9aLhs0E+QlRCaxvEWu3UGnx9rJkZJD3qH14WV0DtxFq0NLKTm4h8WMc/IaZT4dYFSmaM+ONFo3HZ/2TXApXQyP2pWpNnEMDVdOztCaslbLrflrsPf21LmT1odHjQo03TYXuwIeJiaWDVblUsutf9eysVw7NpVvz7ba3VhbuBEH3/mYiNu6BTdyO76dmtNs1z+KL0PSKYXGxoYib7ej1eFlwjgLBAKLk2vvoLOLCuM+ICE8kit//IOcmJimr+g7Hag950dITKRwx2Ypd8cAiXFx2Ht7EvPY/Jq3UfceY2VvR7E+Xbhm4mi6xOAeFGxel8Qo3SpG6XlghpNdei6Mn865ryaladPGxRO0dBOP9xyj1cElFk9Jmt0UaFCDAv/9TcyTp8Q+C8WhoBe2biJ/tEAgyBpemx30q0KSJKpO+JzOt3dRafzIlKpMTbb+jY2rM6u96rDcuSor3WtyYsR4IpO8vq1sbSkxKGPVq+y9lGPj8mOH4FS0sEE53y4t8GnbCABtfILJeWUVMvqIuHWXc18bPhGIeRTMqU9/ydDcuQH7Ah64lgkQxlkgEGQpYgedQRx9C1Jh7FBASa+5q0V/4p6/SOmPfxHOtckLuLN0M833LMC1bADlxw3l6YkLZoWHAfh1b8O16Yu4MXs5UQ+foLG1QZuQAFrFf8DGzYWSQ3pQ6fvhKclEPGpUIPjgKaPz5q+hPz+5NjGR++t3EbR0E3HPw3Au5kvA+93wqFERgBuzl5mMBb+/fhfRD5/gUKiAWa9VIBAIBArCQGcSWZY52OPjNMY5NTFPnnKo12e0PbkaK1tbGq+fwe2F67k+Ywmh56+BRiIx0vBxdJG323Lywx/SVJxKNo0aWxsqfjec0sN769y1lxj6jkkDXfKDd3Taoh8Fs6ft+zw/czlN+43ZyyjW9w1q//0joRf1p7xMjZyYSNiVW8JACwQCQQYRBjqTPNp+kPDrt43KPD91kZAjZ/CsUwWNtTXF+71J8X5vpvRfmfgP576aREJkVEqbpNFQrE8XNA523Fmmv9CHNi6eiz/NpOSQHpDOQPu/25EHG/cQtHST3rFF3m6Hf89OOu37ugzTMc7JBM5fg6OvN9YO6upsW1nQQc/SxDx5yq35a4i4dRcbF2eK9mgvHL0EAkGO4rUJs8ouzn83VW8BivR4NayOk78vzsX9CBjwFk5FfNL0x70IJ2jJRiIC72GX35Uib7fDzsONNYUbkRAeaXTuan9+SZkRfXXaZa2W6zOWcG3qQsKu3ALApXQxSn7Yi1IfvKuTW/vxnqPsbNrH6Fo2rvmoNnEMRwd8aVTO0bcgnW7vypFlGC/9MptzX0/Wyajm074J9Zf8jk0+097yAkF2IMKs8hZ5dgf94vJNYp8+x8mvkFHHK5No1FWkCt5/kuD9yjH1xR+mU3b0+1T56eOUflvXfJQckvbI+fHeYyaNM8CTvcf1GmhJo6HUsJ6UGtaT6CTvcfsCHmm8y1Nzd/V2k2vFvwjHxjUfzsX9dAqGpKbMx/1zpHG+PmspZ774XW/fg0172N91BM22/v2KtRIIBAJd8pwX9731O9lS7Q02lWvHjoY9WVesObta9ufpiYxVuyrYvK7ZY2Stlks/z+LyH/MMytxds51TH/+sckLTpyAO3p44eHsaNM5AmiN2Y2jj4mny3xwcixTS21/qo96UGdVP1VyvEm1iIhfHzzAq82jbAUKOnHk1CgkEAoER8pSBvvXPauWO9fSll42yzKMdh9jRqBfBh4w7VenDq1418tesmCF9Lk+YQ2Kcbv7sY0O/Yf+bH/L81CU9o3RJX5kqo7iWK6FSLoDEyGiDub9fXLxOjIGa1NlJ8P4TBut1p+b24o2vQBuBQCAwTp4x0PHhEZz46AeDu83E6BiOD/02Q3M3WDYRJ3/zj8ljHofwePfRNG2BC9dxY+ZS1XNYOztSvJ/+EoeJMbHcW7eDW/+s5vGeo5jyNyje7w2s7I07gOWvWRHnYr7sbvMeMY/1py59vOsIa3wacC7V3fyTfcc58PZI1vg0YE3hhhzq9SkhR8+m1TcujrjQMNNpSjNI3DP9nva6cqFZsr5AIBCYQ565g769aAMJEcaPcEPPXSX48Gm86lY1a27nYn60PbWGG38tJ/DfdcQ8DkFO1BoMvUpN9P3HJMbFYWVrC8DVyQtUr6uxs6X+kj+wddct4nHpl9lcmvB3GmOTr6Q/1f74gsIdmuqdz87Dnaq/jebEh98bXPPFpRvs7TTUZEY0OSGRC99NxdrRnsToWB1HutuLNnB78Uaq/f4FnvWrcXnCHO6t24mckIB9AQ+KD3iLsp8OwM7D3eg65qD2ISojD1sCgUBgafKMF/eJ4eO5NsW08as9ZzwBA7tler1Tn/yPK0bumFOjsbHBt0tzSg3vw46G76peo/7SiRR9u51O+5kv/+DSz7P0jpGsNDRaN4PC7ZsYnDdo+WYufDeVF5duqtbFENbOjsYfjCQJSaPRSZsKkK+UPy32LcLB2zPTeshaLdGPgtndeiAvLlw3qk+nG9tfuzSlgtcD4cWdt8gzO2hrJ3UxuVZO+stWmiIhMorbizZwf+NuEmPjiX7wWPVYbXw8d1b8x711O81aM1JPUYqo+4+5PGGOwTFyopbjQ7+l8J09BmWKdm9H+LXbOrm2M4KpUwtkWa9xBgi/dpuTw8fTYNmfGV4/MTaOy7/9zY1Zy4hKSruKxMtsL+koPaKPMM4CgSBHkGcMtN+bLbn0v9lGZawcHfBp09DsuZ+dvsSedoOIeRScUfUAxTsajQZU3sHG6rlTvfXPaoMGL5mouw95tOsIBZvVSWlLiIomcME6AuevJfrBE6IfPjFP+Szi3podGU4Zmhgbx5627+nc8+szzrburpT5uB/lk9K3CgQCQXaTZwy0R81KeDetrfthnYoS73czuwBCXGgYe9q8R0wGaj3rxQwHKbfKZXTaXpy/pmrsnRVbUgx0zJOn7GrRT0k9msPQxsfz7NQlCrc330BfmfiP0d83QLkvBuFZpzIFWzXA2sE+o2oKBAKBxckzXtwADVZMwqN2Zb19Rbq3peqvn5s95615qy1nnJOwzudkUkaytqJo97Y67QkqykwCL497gUO9P88y46yxtcn0HJKV+X+mslaryhs+4tZdfDu3EMZZIBDkOHL1DjohKpqHWw8QHxZBvpJF8apXzai8nYc7rQ4t5cHmvQQuXE/c01CcivpQfGBXsz23k7m7xnT2LXPxblKb+xt2GZUJGNgNjbXur8+zfnXub9htcg1HPyXJyItLN3i07UDGFFVB8YFduTFjSYbHWzs7mvy96iP2aSiRQfdNyj07cSEjagkEAkGWkysNtCzLnP9uKlf/nE/8i/CUdtfyJak+eSwFmxnO7iVpNBTu0NRgqJG5JBipRJVRJI1E2c8GcvlX/Skn89esSPU/9efCLta7E2fH/G4yu1ih1spd+8OtWWeckST83mpNYmQ0gf+u1Sti5WhPYlSMwSmK93sTGxfzc2NrbNT9aVtihy8QCARZQa400Cc++oHr0xbptL+4eJ09bd+n6ba5eDeuZXB83Itw7m/cTfyLcPKVKErBFvV0CkeoxbVcAM9PXczQWEPcW7cTycqK4gO7EnE9iCf7jgPgWNSHUkPfoVD7JtyYs4Lnpy8RceMO2oQEHAt7U3zAWxRq3RC/t1pzd+V/Bud38i9M4Y7KA4o2IcGiuqdBltnT9j38e3aiwrcfcn/drpQsbh61K1N6eG/ylfJnT5v3iH0aqjPcu1kdqkz4LOXnkKNnebjtAHJCIh61KuHTtpHB35utmwsetSvzNF0ylPQUyoBToEAgELwKcl0cdNjVW2ws287oDjF/zYq0ObZSp12bmMjZL//g2tRFJKa6q3Uq5kuNyeMytKt+su84Oxr3Mirj+0YLvBrUIGjJRrOPVButnYZ387po4+LRxidwdMCXPNiyz+DrL9iyPnXm/czeTkP1PjjYeeWn2fZ5uCc5mKmpYAXg1aA6DoW8cK1YivPfTQMTnuLp0djYUG/xb/i0awySlObON/rhE67PXMqd5VuU64oSRQl4vxtF326HxsaGyLsPOfj2KEIOn04zp1MxX+ov/h3POlX0rhm0fDMH3x5lWCc7W9qd34BLSX+zXotAkF2IOOi8Ra4z0KdH/2o0zjeZtmfX4V4prZfz0UFfcfOv5XrlJSsrGm+ahU9r83ZU576exIUfphvs19jZ0DloDw7enhzq8zm3F6wza37PulVpdWgp8eERbK3bg7CLRpJsJOHkXxjvprWxcnIg+MApooIeYJvflaLvtKfUB+/qhCxtKt+eF5duGJzPOaAIHa9vSym0EbhwHUf6f4ls5u5bY2dLp1s7cPTxVj0mPjyC/6q/ZbDmtnU+J1ofXYFr2QC9/We/+lNvgQyNnS31F/+O35utVOsiEGQ3wkDnLXKdF3fkbdOOPwCRQQ/S/Pziyk2DxhlATkzkzOjfzNIlISqaq1MWGpXRxsanZK5Sey+ampDDp9lW721WuNZQZZxBeY9uzVvN9amL0NhY0/7yZjrd2E7lH0bqjSeuu2ACNgbCy2xcnKm36Lc0VbCK9epMmxOrcCis3tACaGPjuDHb8O9AH7fmrTZonAESwiONxrdX/mEkrQ4vw793Z1zKFMe1QinKfDKA9hc3CeMsEAhyNJky0JIk/SpJ0hVJks5JkrRGkiQ3C+llENv8unmn9cq5pzU4t+auMjkm9OwV7q5V75X9ePdR4kPDTMrdXbMdWavl4baDqudOTcjhM6pKSurj2fHz7O04xGihjPzVytP62AqK938Tq6SjZyt7O4r16UKro8vx1BOa5l65DDUmjzNbnyd7j6mSiwsN4+H2g1zT42uQnjvLt5BooLIWgGedKtT7dwIdLm+h/fkNVPttNPkCiqjWWSAQCLKDzO6gtwMVZFmuBFwDxmReJeP4v9vRpIyTf2Gd0Jyoe+pSb+5/8yPOfPmHKlm19ZMTI6N5vPso0SpKHWYFz46f56GJUCqXkv7UmfszXZ8f541HB+n6/Dh15/+Caxn9R8cAvl1a4Ne1tXnKyIovwN21Ozg7diLnvplMcKq75fiwCI4O+oo1Pg3Z3WoA4ddum5wyMSaW+LAI8/QQCASCHE6mvLhlWd6W6scjQNfMqWOaAg1r4N2sDo93HTEoU+HrYTrevXaeKqsiyTKXfp6Fg08BSn+oOH+FHD3Lzb9XEnn7PrbuLvi/2wGfDk1V1092KRdgVm7urODC99NU3a9b2dmqLk4haTTUX/IHFyvN4vr0xcQ8Ml7hCsCxaCHWF2ueJlHKhe+n4VG7MnXm/48jfUbz9Ng5VesnY+3kiI2r+aFYAoFAkJOx5B30AGCLBedLQ3xEJPc37+Xu2h1U++MLveExGjtbqv42moD+b+n0+ffqZNZ6lyfMISE2lkO9P2Nbne7c/Gs5j7Yf5M7yLezrMoyttbphX8ADz3rGE5xo7Gwp3u9N7At6mbW+pQk5dJpr000fF5uLxtqail8No8udPRTX876nRrK25u7KbWmMczJPj55lR8OeZhtngKLvdkgp1ykQCASvCya9uCVJ2gEU1NM1VpbldUkyY4EawJuygQklSRoEDAIoUqRI9aCgIFUKauPjOfvlH9yYvfzlMaYkUah1A0oOfZeQQ6eID4vAuURRivXpjL1nfoNz7ek4hAcbTWfZSqZoz44ELdpgsN+zXlVqTvuGHY17GTxirT7lK0p/2AttYqLOzvFVY+vuSpf7+wymtQw+eJIn+08iSVCgaR08a1UClPvgOyv+I/pRMI4+BSjSra3e5CGJsXHsaT+IxzsP6/RJ1tZ41KpIyKHTOn2Zwc7DjdbHVooKVII8gSRJQUDqo6rZsiwbrwIkyLVkOsxKkqR+wGCguSzLqi5l1YZZybLM/rc+4p6BdJr2Bb1ofWQZTkULq9I1ITKKw/2+4O7KrarkNfZ2aGNijcq0PLAYGxdnzoz5g4db9iEnFbtwq1iK8uOGUrT7y3rNt+av4Ui/L1StnVXUW/Sbzj3+iys3OfTOJzw/czlNu0ftynjUrsTNOSvTxI1bOzlS/svBlP9yiM78iXFx3Pp7JddnLuXFheto7O3w7dKckkN6sKtFf6Vil4Vwq1yGegsm4FaxtMXmFAhyMiLMKm+RKQMtSVIb4A+gsSzLqmstqjXQD/7bx5627xuVKT7gLer8/ZPapQE4OmgcN/9aYVxIklR5Tpf5uD/VfleMbtT9x0QG3cfWzcXg/fT1WUs588Xvqry/s4Iq//uEcqMHpfwc9eAx/1V/K0OlMiv//AnlvxhkWhCIfhzCmoL1zV4jPVaODlT+cSQetSplKEe3QJCbEQY6b5HZO+ipQD5guyRJZyRJmmkBnVK4OUc3G1h6gpZsIj4i0qx5y40epBhgI7iWM+y9nJrUntyOhb3xqlfNqPNYycE9eOP+Pur++wulR/XDzttDndIWws4r7RXA1T/nZ7iO9cWfZhIfrs572tbNBSvHzFeMKta7E2VG9hPGWSAQvPZkykDLslxClmU/WZarJH3pnnlmgvAbpu+pE6NjiH7wxKx58wUUofyYwQb7bVzzUWHcUFVzqfXkTo21owM+7Ztwb+0OYh+rLFUpSdi6u1C4Y1MKtsrYTtTK0UEnOUfg/LUZmguUJCF3V5uOG9cmJnL+u6lo401nHpOMFK+wcnSg9Mi+ZukoEAgEuZUcnUnM1jWfKjkblXKpqfzjKGpM/RrHIj4vGyWJgi3r03L/Ior26ED+GhWMzmHl6ECxPl1SftaakZ/6+owlRAbeUy1f5ZdP6frsOI3Xz0yT1cscynzcj/AbQRzq/RmrvOqwwrV6pmtZq9l9H3tvHJd+noVswkC7VytPw9VT9f4+bVzz0WjtNKNx2QKBQPA6kaOrWRV5u21KJSdDFGhSS3XcbnpKDetJiSE9eHrsHAnhkeQrWRTnYi+9gWtO/4adTfsaTEhSfeIYkGXOfz+Vm3NWEnX3Idb5nCjaoz1lPu5n1Jjc+meNOiUlidIj+1Lus/cA5SHg0Q5dL2ljaGxsKD2qL05FC7OtdvcURzZLYJ+UOjTi1l2uTV/M/Q27SIyJw61SaUoOfQcHbw9u/bPa5Dy+nZtTe+5P2OV3o8vdPQQuWMeTvcrvvkDjmhTr3RmbfCLWWSAQ5B1ydLGM+PAINlXoSNSdB3r7JY2GJlv+olCrBpZWMYVnpy9xdszvSprOpPfKrXIZKn49DM/61djZuBdhVwN1xlk7OdJ40yydspdRDx4Tefs+u1r0IzHauIc4QPvLm9MY+oToGJY76qbeTI9ka0Ppj3rj4FMA/54diQ1+xpYqXZDNrEJlDOt8TrzxYD/BB06y/82PSIzWreucr3QxwvW8P+npFLgTZ39fi+kmELyOCCexvEWO3kHb5HOm2fa57O0wRKdggpWDPTVnfJulxhkgf9VyNP3vbyLvPiQy6D52+d1S7p33vfmhXuMMivPYgW4j6HJ3L1Z2toSev6oTimUKO6/8Ortwawd7nIv7EXHrrtGxXvWqUu230Sk/n/92ikWNM0CFcUNJiIhi/1vD9RpnQJVxBqW4iSEDHRP8jMAF61Le/6LvtMelVLEM6y0QCAS5gRxtoAFcShWj/eXN3N+wmwcbd5MYG4d71XIU7/cGdvndXpkeTn6FcPIrlPJz5N2H3F+/y+iY2OBnBC3bjFvFUuxs0tvsfNGp77dTU2Lw2yYrb5Uc8k6an5/sPmrW2qDEQXvWrcLNv1akOea3zudEhbFDKPPJAPZ3/ShNjHRGSV/cJJnzP0zj4vgZaeKnz387BZfyJXArXxI7T3eK9mhPgYZiUyEQCF4vcvQRd1Yia7UELd3E9RlLeH7mMhpbW3zaN6bMiD7kr27cOQwgaPlmDr49yqRcwPvdeXHxutkZtOwLeNDm5GocfXWTuCVEx7CreT9CDuuf07dLCxqumkLouavcXryBuGcvuLt2B3FPQ1WtXfGH4fi0bohHzaRMYi/CubtqKzGPQnDwKYDfW62wcnTgQLcRBpPImINr+ZK0v7BRp/3KxH849fHPqubwblqbhqunYmugbKZA8DogjrjzFjl+B50VaBMTOfTOx9xZ8V+q1ihuL1hH0OKN1Jn3E8V6dzE6h1pP6rjnL8w2zq7lSlB/2US9xhmUY+5m2+dy7uvJ3Jy7KiXpiUMhL0oMfYfSw3uz/80Pubdup1nrJlPu8/fT5La2dc1HwIC0dVCuTPzHIsYZoMJXH+i0JcbGcfEn9WH1j3cf5UC3ETTbPs8iOgkEAkF2kycN9NU/56czzi+RExM5MmAsnvWqGa0Z7NWgOhobG7TxxlNXOvgUUKWTe9Wy+HZpgVeD6hRsVtekvLWTI9V+/4JK40cSduUWkkaDa7kANDY27MuEcS7YqoHJwhOPdh/h/A/TVM9pm98VlzLFdR5UrOztqPrbaIq+3U5nzMNtB4gNea56DYBHOw4RcuxcSg5xgUAgyM3kOQMta7Vcm2a8qpOckMD1GUvSOFmlx6FQAfy6tiZoie7RbIpMYW+8GlTn2uQFJvXyrFeNil9/aFIuRUetlsig+yCDW6XSaKysAAg9fzVTO9syH/cz2Bd2LZAD3UYQeu6qWXMGvNeNqr98xpMDJ7i7ejuJkdG4lClOsb5dDPoRqD2OT8+dZZuFgRYIBK8Fec5ARwbdV5Ug5Mke005VNad9TdiVWzw/fUmnz9bdFb+3WnF86Leq9PJ7o6UqOW1iIlf+mMf1aYsVAw04FvGh5NB3KPvpAIKWblY1jz6q/THGYM3omOBn7GzWl+j75tW19qhdmYpfDwOgQIMaFGig7vrMsUgh00J6MNcRTyAQCHIqec5Ao9InTo3vnK27Ky33L+Lm3FXcnLOCiFt3sXV3peg77dHGxnF10r+q1nIOKML16Yu5MH46TkULEzCwq16vZG1iol7HrKg7Dzg75ndCDp/GoZD6utMaWxucSxTFu0ktSg59B7cKpQzKXp++OEPGufmu+Vg7OpiUjQsN48HmvcSHRZCvlD8FGtdSFU6WnnwlDF9LCAQCQW4izxlox6I+OPoVMlmX2auBumIM1k6OlP6oN6U/6p3SFv0omHVFmqoab2VvR8TNO0TcvJPSFjh/DX5dW1N/8e9obF7mpr69aIPR4+v763fh162NqnUBtHHxaGPjqDZxjMl758AF61TPCyBZWVFn3s8mjbM2MZGzX/zGtelL0oRr5Svpj3+vTlwcP0N13LjGxoZi/d40S0+BQCDIqeToXNxZgcbKipJD3zEqI2k0JmWMEfjvWpPOYwCOfgVJNFBv+u7KrZz+bEKatuszlpicM/zabTRGCk6kJ+LmHe6u2mZSLjb4meo5JY2GWrO+w7Ws6bzZx94bx+Xf5urEUodfv82ln2dT/usPcPJXV++74rcfZjjtq0AgEOQ08pyBBij76QB82jfR3ylJ1Jj+TaaKMkQG6U9Nmp6ou4+M9t/4awVxqepGh565bHLOFxdvUF5lJa5k1DiVORT2Nj2RJFH03Q60PLyMgIHdTIo/P3fFaJ5ubXw8Dzfvo9PNHTTdNpdas3+g4vfDca9WPo2co18has74lvJfWrSYmkAgEGQree6IG5Sj0EZrp3Fr3mquT19M6LmrSDbWFG7fhNIj+2Y6K5VtfleL6JkYFU3Qss3EPXtB+LXbqo56rexsqfjVMGzdXDj3zRTin78wOSYh0nQmsOL93jCZvazsZwOp+stnJudK5tbcVSZlnh47x4tLNyjU8mWJzYpfDeP52StEBN7D1t1FCXlL8mIXCASC14U8aaABNNbWlHi/OyXe744syzqJR2JCnhF+PQhrRwfcKpU2q8Sj/7sduTh+hkX0PDHse7NyaPt0aAJA6Y9649u5OeuKNQcTht21nOnTghKDe3Dz75WEX7utt9+hsDdlRvVTrSeYPkF4KfdQx4HNvXIZ3CuXMWs9gUAgyE3kySPu9KQ2vpF3HnDwnY9ZW7gR2+v1YEuVzmwo2YrrMxarns+1bAB+XVtbRDdzjLOk0VB6RJ+Un52K+ODbqZmJQRIBg942Obetaz6a7/6Xgi3q6fR51qtKi70LcSio3oMcwM7T3aJyAoFA8DqRZ3fQ+oi884Bt9XrohBNF3LzD8Q++IyLwHlUnfK5qrsKdm3F35dasUFMvkpUVtWZ9h1fdqmnaq/42mpDDZ4h5HKJ3XIVxQ3Ep6a9qDUcfb5ptn8eLSzd4vPsosizjVb8a+auWy5DO/j07cmP2MqMyTv6FU6qHCQQCQV4izxbL0MfBnp8QtNhwZjCAduc3GI0XBpBlme0N3jE7B3dGKdSuEdUnfmmwBGPErbucHv0r99buRE5IAJQwprKfv0eJ9xRnrpBj57i78r+kOORiFO/bBTuPrN+57mrZn0c7DhmVsXFxxr93Zyr/OApb13yZWu/Z6UtKHvG1O0iMisG1fAlKDH6bgPe6mQw1EwiyG1EsI28hDHQSsU+fs8anYZqyhvoo9WEvakz5yqjMmS9+49Ivf6lat9Tw3oQcPsOz4+cB5ZjavVo5np24oE5xoHCnZjReZ/rOO/pxCBE372Dt5Jhyrx73/AX7u43g8c7DaWSt7O2o/PPHlBnZT7UeGSE+PIJDvT4zWboTwL1KWVrsXYiNi3OG1rqzYguHen6mNwSuQJNaNNn8F9YO9hmaWyB4FQgDnbcQR9xJhN+4Y9I4A7y4eN1of/TDJ1z+XV1FJcnKirKfDMCpiA/hN4KIfRqKo19B4sMi2FRWt4CEIdQWlXDw9tSJE97baSjBB07qyCbGxHJq1M/YebiZrOwFEPXgMc9PXUKytsKrfjVs8qkzojb5nGm8bgahF69z8ceZRnObPz9zmcu//U2l70eomjs10Y+COdT7c4Px6U/2HOP8N5NVX2EIBAJBViOcxJKwdlS3c7JycjTaH7hgXcoxsil832iBUxEfAPKVKIpn7co4+njjWiYAr/rqMpkBKXOYy6Odh/Ua59Rc+GEGxk5Zoh8+YX+34awr2oy9HYewp+37rPFpyIkR4w0mYdGHW/mSJEREmpS78dcKtGY4zqWMm70MbWycUZmbf68yS2eBQCDISoSBTsK1QinyqXCW8nujhdH+KJX5qh2L+lD7r/EG+6v+NhorlcetAQO7mhbSg7HdajLh12/zNOn4PT0xwc/Y3rAnd1duTfNQkhARxbXJC9jbaShalQ8rAKEXjJ9OAMQ8Cs5Qpavg/cYfRADinoUSeuGa2XMLBAJBViAMdBKSJFH2s4FGZRz9ClH0nQ5GZey98qtar+qEz7F1czHY71mnCs12zMO1vHEPZp8OTfFubrp+tD5in5lOYgKK4dLHpV/+SpNDPD2Pth9UlUY0GVX3v5KElYOd6jlTj1Mnpj7eXSAQCLISYaBTUeL97gbTRToW8aHp1r9NGhH/dzsiaYy/rXae7vh2bm5SH6961Wh/YRN1F0zAqWjafNQaO1tKDOlBw5WTM2xU1Oa41ienTUjg1jzDaTqTufHXctX6+HYxfjoB4N2sjur77dQUaGTar8bOww1XEx76AoFA8KoQTmLpqPzjKPx7deL6zCWEXbqJlYMdfm+2omiP9ljZm965ORf3o/iAt7g5Z4VBmfLjhmJlpz6kp1ivzhTr1ZmQo2cJPX8NKwc7fNo0zHQYVMDArlyd+I9RGa/61fTmJX+897jBnXVqIm4Y3mGnp8SQHlydsoCEcAN30ZJE2U8HqJ4vNQHvd+fijzON3jEHvN/drN+LwEyaNIG9e9XVchUIBGIHrQ/XsgHUmDSOZtvn0Xj9TIr3e1OVcU6m5vRvKDHobaR0+aGtHOyp8r9PKDOib4b08qxdmRLvdaNYz04WiVF2K1+SEoMNZxGzsrejyoS0ubXvrtnOpgod2N2in6o1bFycVOvj5FeIxutnYKMn1lnSaKgx5St82jRSPV9qHLw9qbf4d4OVvryb16Xitx9laG5BNpGYCIsWQcOGULAgODpCqVLQvz9cvGh43MaNysOCqys4O0Pt2jB/ftboePCgcr0iSTB7dtasIdCPJOVHkv5Ekm4jSbFI0gMkaS6S5JuBuZoiSZuRpKdJc91Akv6HJOlPzCBJtkjS50jSWSQpCkkKQ5IOIEndzVpWxEFnHZF3H3Jn2WZiQ57jWKQQ/u90wNbdMoU0LIWs1XL+2ylcnbyA+BfhKe1ulUpTY8pXFGhUM6UtcOE6DvcZbdYOqNIPI6gw7gOzdIp9Fsqteat5uPUAckIC+WtWpOTgHjgX9zNrHn08P3eFq5P+5d6aHSREReNaviQlh/SgeL830tTeFmQBlt5Bv/02LF8Ovr7QsSPkywfnz8N//4GNDWzZAs3SpbqdOhU++gg8PJTxtrawciXcuweffAK/GS8IYzZ9+8K//yoGulo1yOTnnoiDVokkeQCHgFLALuA4UAboDDwB6iLLt1TONQSYDiQAq4F7QHWgCXAeaIgsv0glbwtsTeq/DWxG2Qy3A4oAPyDLX6taWhhoAUBCZBQPtx8iIVzJJOZZu3La/ugY1vo2VnWsnYydV37aX9iIfQEPC2sryJVY0kAfPw61akH58nDsmLJ7TmbePBgwAJo2hV2pEuDcvg1lyoCTE5w8Cf7+Svvz51CzJty8CYcOQd2MOV3qEBoKPj7KA0SlSrBqFZw6BVWrmhxqCGGgVSJJs4BBwB/I8iep2ocDk4CtyHIbFfMUAm6hXAfXR5aPpeobA/wETEGWh6dqHwX8ARwGWiLLkUntzsAeoBpQC1k2aQTFEbcAAGsnR/y6tKBY7y46xhng7qqtZhlnh8LeNN36tzDOluboUejaVTnStbUFPz8YPBge6KlB3qSJsnOLjYVx46BYMbCzg4AA+O47iDMQF75zJ7RpA/nzK/KlSsEXX8ALA17/z57B2LFQoYJiKF1doXJlZUykHn+ChAT46ScoWVKZ388PRo82rI8+biVtfpo3T2ucATp3Vr4HB6dtnztXeS8+/PClcQZwd4cvv1T+PXOmeh1MsXAhREdDv37KFxg/5o6Kgl9+gRo1lNMAZ2coWxaGD4fH6cI3JckRSRqNJJ1AksKRpAgk6TKSNBlJ8k4ltwdJ0v9EJEn9kCQZSeqXrv120pcLkvRH0r/jkaRvk/p9kKSvkaSDSNIjJCku6fh4MZJkODG/JNVCkpYhSfeTjokfIknbUo59JalMkj67jcxxPkmXQkZknIHeQCTwbbreqUAQ0BpJKm5wjpe0BeyBtWmMs8IE4BkwAElK/Uf4RtL3H1OMM4AsRwDjAQlQdawoDLRAFYbKTKYnf/Xy1Fv0G51u7chwEQ2BAebOhfr1laPbpk1h5Ejlw3zOHOX7HQMOed27K2M7dlSMkyTBt9/CW2/p7mZnzYKWLZW70y5dYNQoxVD/8gvUq6fsClMTGKgc3f70E9jbw9Chyu7V1xcmTtQ1kgDvvgtTpih3x0OHgoMDTJigPGik59tvX+qbmvLlle+7dilGMDUbk+L7W6SLCkjeTbfRs3Fq2zatjCX46y/QaKBPH2XNggVh8WL9Dy3Pnyvv7xdfQESE8h4OHaoY6Hnz4PLll7KS5I5yfPs/wBmYC8wALgP9gbIW0N4W5Wi4C7ANZdcZmNTXCPgCCAVWAROBI0BX4BiSpPuEL0nvJ+ncJen778AmoADJxkqWrwC7gSZIkm44hSTVAyoA65Dlh0hSkySDviedZB3AATiILIen6ZFlLcrxM0BTU28CUDDpu+5xuCwnohh7J6C2qjEv20yH8ShryK/8q3r16rLAMry4Fiif+vR/8u72g+T9b4+Ug5ZvlhPj4y2+zqVf58iLKGXy6/qspRZfWyDL8tWrsmxjI8sBAbJ8717avh07ZFmjkeUuXdK2N24syyDLJUvK8rNnL9ujo2W5Th2l799/X7bfvi3LtraynC+fLF++nHauoUMV+fffT9tet67S/tNPujoHBytrpdenWjVZfvr0ZXtEhPK6NBpZfvgw7RzffKOM+eYb3flHjVL6ihSR5Q8+kOXRo2W5QwdZtraW5R49lHlT4+mpyIeE6M4ly7Ls5KT0R0bq7zeHw4eVuVq1etn2ySdK25w5uvLvvKP0DRkiy4mJafvCw2U5NFSWZVkGTsiwWFYerWbIoJFTf76CswyuqX7eI4Ms6/sshn5J8/RL1347qX2HDE56xhWQIZ+e9soyRMiwJV17ORniZXgmQ3k943xT/btr0tq/6ZH7J6mvZdLPTZJ+3pNOblhS+xQDr/vTpP5f9PanlR2UJLtcT59GhqdJ/UNStR9KamunZ0yXpD5ZBgdT6wsDnYs5M/YPeZFUWsdIbijdWg4PvGvRtcJv3pEXa8oYNc5LbMvLUY+CLbquIImRI5X/rhs36u/v0kWWraxkOSzsZVuyQUxthJPZvVvpa9LkZdv48UrbmDG68s+eKYbb3l6WY2KUthMnFPkqVXSNij6S9dm+Xbfv66+Vvg0b0rYHBysPC8EG/q5mzpRlBwc51YeeLFevLstbtujK2tgo/YYeYH18lP4HD0y/FlMMGKDMtXjxy7bz55W2WrXSyj5+rDycFCqk+1CRXkU4I0OiDA/0Gk9dg5AZA13Z5Py6c66XIUYGm1RtU5LmG6VivHXSawuRwS5Vu5sMUTLckJN8p2RwlKGMDEXSzfFl0nrjDazxflL/LBX6FE16uIiToUa6vs9T/d2NSdU+NqntYBojDE4yHEs1ppCp9cURdy7l+swlXPxxpl6Hm7Crgexp857BwhAZwbm4H0V6GC/gUXzAWzrFOAQW4nBStbG9e5Xj3vRfT54oYUfX9KQqbdxYt61BA7CygtOnX7adOqV8T+/5DMo9bdWqEBMDV64obUeOKN9bt1aOctVSQ4+Pk1+Sh/7z52nbPT0Vxy7PdH9XsqzczQ4bBl9/DXfvQng47N+vHIm3bQvTpqnXyZKEhcGyZeDmBm+88bK9QgWoXl1xajt37mX78eOg1UKjRooDmxEaKsepGmAfqe83LU8McM5gryS1R5I2JN0jxycdNctAR8AOSP0Lq5P0fYvJVWU5AfgL8ADeStXTG+XYeraytQRkOQpZvoIsq0+2YC6yHAR8B9gAB5Pu2X9FknaiXDEkv0faVKMmAWeBesBFJGkqkjQNuAh4AS/0jNGLSFSSC5G1Wi5NmGNUJuxqIHfXbKdod/VVsUxR+6/xxIdF8mDjbp2+Im+3o/qksRZbS5COp0+V77/+alwuIkK3zdtbt83aWjF6T568bEt2AitkwP8muT35Hjr5e2F1GelScHPTrw8oDxlqmD9fucceNUq5t02mQQPYsAGKF1fa+/ZVnK1AcV4LCVFep4ce58Xk1+/qqvql6GXRIuWeefBg5V4+Nf36KR7ks2crIV9g1vvoDsnJFe5nTkmTPEkxhOmRpBHAn8BzYDtwB4gCZJQ75sooRjoZt6TvanWeDYwFBgOLk9oGAXHAPBXjkw2goV9kcnuoKm1keTySdBkYgfIAYoVigDughE5VQgndSpaPQJIaAF+i3Mu/D4SjhFuNAa6ghGw9M7W0MNC5kGenLhIZeM+k3N1V21IM9PNzV3iyT/Hq925cE7eKpc1e19rRgSYbZhJy5AyB/64l5vFTHAp7U7zfG+SvVt7s+QRmkGw0XrwAF8M53PXy+DEUKZK2LSFBMVap50pe49Gjl05YqXn4MK1csqG9n9W2Qg/JjmBN9fj5FCyo7LpPn4arV5VdK0Dp0sprvnZNN5Tq4UPFqPr66nqFm8tfSbXgZ81SvvSxaJHysOXgYNb7+BySn2DUPhUpuzRJsk7anabGzcg4Q8bZGsUz+hFQDVl+mK5fX4xaaNL3wijGyTiyfB9JWg+8gSSVAfKjOIctQ5b1eB3qcDXpu6G8vSWTvquvjCPLq1Ac4tIiSclPh8fTyUegGOgv08kXR3HsO4ksmzzitIiBliTpE+A3wEuW5RBLzCkwTEJElGq5yKD7HO4zmif70v79FGhUU8nxnYFSlZ51quBZp4rZ4wSZoE4dZee1fz+0b2/e2L17oXfvtG0HDii71dQxuVWrwurVsGePEr6UmtBQOHNG2RGWLftSJ4CtWxUvbnOOuTNLbFLKVn1e4qnbbVOlbm3WTPFO/+8/XQO9ZctLmcxw4oTyYODj89IzPD3HjytH3MuXKzv8WrWU927fPuUhwcgx9z4ldEgLNEKSnFQccyffGfjx0gs7mYzEU3uiGPbVeoyzM0qMb3qOJK3VFjUGWmE6SrjSYCA5baKBpx2960UD9ZGkfKT25JYkDdAq6Sfdo0BzkKQAoD5wHlm+oHJUn6Tvi41KJWO2E0C6L5Rf/FYUd3NPNWOEk1jmiLz3SF5sVdakR/XRod/Ia4s2Ndi/tlgzOSbkmekFBdnP5cuKk1PJkopHd3piY2V53760bWq8uOfPf9keGKis4eoqy9evp53rww8V+ffeS9ter57Srs+LOyREvxe3PubNU/rmzUvbbshJ7JdfFPny5VM8nFOYMUPpK1hQlhMSXrbfuiXLdnaynD+/8lqTefZM8SIHWT50KO1cgYFKe9Gi+vVOz/vvK/K//GJYZscORaZevZdt776rtKnz4l4kq/fiHp0k+1M6ueZJzmaGnMRuy7Kez2/FczkyScY5VbuNDH+ncoDyT9WX2ou7nJ45ffW0STJcTRoTJcMVPTL6ncSUvllJevyern14Uvt/esYEJM1nk67dRY+shwxHkuZqq6df35iWMkQnObqZdvCTZYvsoCcCnwPrLDCXQAWOhb3xadeI+xuMPwBKkkRkkOFjs8jAe1ybtoiKX39oaRUFlqZMGSWWecAA5fi5TRslgUh8vBL/vH8/eHm9dOBKTdmyypiuXZUUmOvWKVmz2rdPu7P294c//1Qcr6pVU+KnvbyUHfjhw4oOv/ySdu6FC5WEKF9+qWTKatJE+ci6fh22bVP0SZ0UxFymTlWSqnzzTdpY6A8+UI6Jz51T3odOnZSj4lOnlFhmKyvFSSx1PvxixZRj5eHDFUc1fak+0++stUl+PNYqPiojImDJEuU97tvXsFyzZsod+aFDSs7w8uWV13nhgpIoZc8exfHO1laJM9+6FdavV95bhQ9RjnyHoMQMb0W5ny0GtAY6oWSsAuXO9jNgTFJ88iWUo9+2wBrSOmKZRpa1SNJklDjo80jSOpSY6aYoR9G7SR9fLMuXkKQPgJnA6aQx11EcwWoCYXrGyEjSTJSMXKDcS6enVtJ6e1HSaqbmy6S2j5GkKsAxlPjwzij3xcP0zLcTKIryPt5O1f41ktQGJTPYE5Sj+k4oJwmfIMv6nN+uIEnnUE4MYlBOFlqgXA10Vu3gp8aKG/pKerGTkv59G7GDfmW8uHpLXulZ2+Du+PToX+U1RZqY3GWv9W+apXrGR0TKEXceyPGRUVm6Tp7h3DlZ7ttXif21tZVld3dlFzlokCzv3JlWNnnHGhMjy2PHyrK/vzKmWDFZ/vbbl+FS6dm6VZZbtpRlNzdFPiBAlj/7TJafP9cvHxIiy59/LsulSik7VFdXWa5cWZa//DJtTHFGdtDG4qDDw2X5u++UtRwdlfjnQoVkuVs3WT56VP86sizL69fLcqNGsuzsrIyrUUOW//lHv+zatcr6Y8cani+Z2bMV2TfeMC3744+K7PDhL9siIpRQt4oVldAxZ2dZLltWlkeMUEKx5KQdtJwSsjNWhnNJO8xwGS7J8KcMBeS0O7fyMmxOkomQldCrxrLxMCv9O2il31qGj5PWi5bhkQwLZCUkKTlW2V/PuLoyrJLhiayELT2Q4T8ZuhpYxz1plx8tg4eefv1x0C/788swSYagpPUeyjBX74795evW1R3ay7Arld6PZFghQx0j79GvMpyXISxJ/ysy/E+G/AbH6PkymYtbkqQdvMyMkpqxKE8prWRZfiFJ0m2UODG9d9CSJA1C8cSjSJEi1YOCglQ9QAgME3YtkNOf/sKDTXuRk570nYoWpuxnAyk1rCdLrMshm/CK1djY0CNO7fWJekIvXufijzO5u2or2rh4NHa2FOnamvJjh+JaVrd8pSALEOUdM8/HHyuOXkFBuqFe2YAkSUFA6s/Y2bIsv55lsiSpCcoOeSGy3Nu48OtJhotlSJJUEeVIINljyRd4ANSSZfmRsbGiWIZlibr3iPDrt7FycsSjRgWkJGed1YUaEPPIuNOjQ2Fv3ri3z6L6BB8+ze5WA/Q6s9m4ONNsxzw8alay6JoCPQgDnXmqV1dSkv75Z3ZrAuSxYhmStBnlKL4Osnw0u9XJDjJ8By3L8nmUPKoAmNpBC7IOR9+COPrqHnIU692Jy7/+bXRssd6dLaqLLMsc7v25QU/z+LAIDvf+nPaXtyBJkkXXFggszsmT2a1B3kLZ+HVAKefYFtiYV40ziGIZrzWlR/Q1Wk3K3tuTUh/1suiaD7fuJ+Km8cQ+YVcDebzriEXXFQgErwXVUUo4tgRWoBT/yLNYzEDLsuwvds85C8fC3jTbNR8XPXe+ruVK0HzXfBx99GSZygTPTl5UJ3fivEXXFehhzx5xvC3IXcjyP8iyhCy7IsvdyeM2RWQSe81xK1+S9hc38XjnYSVZiSRRoFFNCja3UFH6dGisrUwLAZrUCSQEAoFAoIMw0HkASZIo2KIeBVvUy/K1CrVtxJkvfjct16ZhlusiEAgEuRlxBy0wiSzLxL0IJyE6xqSse6UyeJvYnRdq3UCEWgkEAoEJhIEWGCQhKpqLP89inX8zVrrVYLlTFXa1HsjD7QeNjqu36DdcK+jPU+9WuQx1F5ioyCQQCASCjMdBZwYRB53zSYiMYmeL/jw9cka3U5KoPmkspT8ynDsgITqGoMUbuDV/LTGPQnAo5EWxfm/g/04HrOztDI4TCASGyVNx0AJhoAX6Of35BKMx1JJGQ/srW3Ap6f/qlBII8jjCQOctxBG3QIfEmFhu/q1b+jQ1slbL9RlLXpFGAoFAkPcQBlqgQ/iNIOKehZqUe3r0bNYrIxAIBHkUYaAFOkhW6mKZ1coJBAKBwHyEgRbo4FK6GE5FC5uUK9Sq/ivQRiAQCPImwkALdJA0Gkp92NOojJWjAwHvd39FGgkEAkHeQxhogV7KfNyfou920Ntn5WBPgxWTcPDO/vq4AoFA8LoiUn0K9CJpNNRb+BtFu7fl+sylhJ6/hpW9HYU7NaPUsJ7kCyiS3SoKBALBa40w0AKDSJKEb+cW+HZukd2qCAQCQZ5DHHELBAKBQJADEQZaIBAIBIIciDDQAoFAIBDkQISBFggEAoEgB5ItxTIkSQoGgrJgak8gJAvmzW2I9+El4r1QEO+DQm5/H4rKsuyV3UoIXg3ZYqCzCkmSTohKL+J9SI14LxTE+6Ag3gdBbkIccQsEAoFAkAMRBlogEAgEghzI62agZ2e3AjkE8T68RLwXCuJ9UBDvgyDX8FrdQQsEAoFA8Lrwuu2gBQKBQCB4LXhtDbQkSZ9IkiRLkpQnSy5JkvSrJElXJEk6J0nSGkmS3LJbp1eJJEltJEm6KknSDUmSvshufbIDSZL8JEnaLUnSJUmSLkqSNCK7dcpOJEmykiTptCRJG7NbF4FADa+lgZYkyQ9oBdzJbl2yke1ABVmWKwHXgDHZrM8rQ5IkK2Aa0BYoB7wjSVK57NUqW0gAPpFluRxQBxiWR9+HZEYAl7NbCYFALa+lgQYmAp8DefaCXZblbbIsJyT9eATwzU59XjG1gBuyLN+SZTkOWAp0zmadXjmyLD+UZflU0r/DUYxT4ezVKnuQJMkXaA/MyW5dBAK1vHYGWpKkzsB9WZbPZrcuOYgBwJbsVuIVUhi4m+rne+RRw5SMJEn+QFXgaDarkl38ifLQrs1mPQQC1eTKetCSJO0ACurpGgt8iXK8/dpj7H2QZXldksxYlKPORa9SN0HOQZIkZ2AVMFKW5bDs1udVI0lSB+CJLMsnJUlqks3qCASqyZUGWpblFvraJUmqCBQDzkqSBMqx7ilJkmrJsvzoFar4SjD0PiQjSVI/oAPQXM5b8XT3Ab9UP/smteU5JEmyQTHOi2RZXp3d+mQT9YFOkiS1A+wBF0mSFsqy3Cub9RIIjPJax0FLknQbqCHLcm5Ojp8hJElqA/wBNJZlOTi79XmVSJJkjeIY1xzFMB8H3pVl+WK2KvaKkZSn1PnAM1mWR2azOjmCpB30p7Isd8hmVQQCk7x2d9CCFKYC+YDtkiSdkSRpZnYr9KpIco77ENiK4hi1PK8Z5yTqA72BZkl/A2eSdpECgSAX8FrvoAUCgUAgyK2IHbRAIBAIBDkQYaAFAoFAIMiBCAMtEAgEAkEORBhogUAgEAhyIMJACwQCgUCQAxEGWiAQCASCHIgw0AKBQCAQ5ECEgRYIBAKBIAfyfxpwMlxZXDqEAAAAAElFTkSuQmCC\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "optimizer = torch.optim.SGD(net.parameters(), lr=0.02)\n",
    "loss_func = torch.nn.CrossEntropyLoss()  # 交叉熵 CrossEntropy [0.1, 0.2, 0.7] [0,0,1] 数据越大，是这一类的概率越大\n",
    "\n",
    "for t in range(1, 101):\n",
    "    out = net.forward(x)     # 数据经过所有的网络，输出预测值\n",
    "    loss = loss_func(out, y) # 输入与预测值之间的误差loss\n",
    "    optimizer.zero_grad()    # 梯度重置\n",
    "    loss.backward()          # 损失值反向传播，计算梯度\n",
    "    optimizer.step()         # 梯度优化\n",
    "    if t % 20 == 0:\n",
    "        # 画图部分 plot and show learning process\n",
    "        plt.cla()\n",
    "        prediction = torch.max(out, 1)[1]\n",
    "        pred_y = prediction.data.numpy()\n",
    "        target_y = y.data.numpy()\n",
    "        plt.scatter(x.data.numpy()[:, 0], x.data.numpy()[:, 1], c=pred_y, s=100, lw=0, cmap='RdYlGn')\n",
    "        accuracy = float((pred_y == target_y).astype(int).sum()) / float(target_y.size)\n",
    "        plt.text(1.5, -4, f'epoch:{t}, Accuracy:{accuracy:.2f}', fontdict={'size': 20, 'color':  'red'})\n",
    "\n",
    "        plt.pause(0.5)\n",
    "# plt.ioff()\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[0.0401, 0.9576],\n",
      "        [0.0740, 0.9134],\n",
      "        [0.0274, 0.9748],\n",
      "        [0.0196, 0.9848],\n",
      "        [0.0692, 0.9203],\n",
      "        [0.0332, 0.9586],\n",
      "        [0.0709, 0.9430],\n",
      "        [0.1241, 0.8942],\n",
      "        [0.0919, 0.9098],\n",
      "        [0.0779, 0.9270],\n",
      "        [0.0559, 0.9490],\n",
      "        [0.1968, 0.8250],\n",
      "        [0.0150, 0.9858],\n",
      "        [0.0242, 0.9767],\n",
      "        [0.4794, 0.5416],\n",
      "        [0.0291, 0.9733],\n",
      "        [0.2622, 0.7136],\n",
      "        [0.0355, 0.9558],\n",
      "        [0.4219, 0.5705],\n",
      "        [0.0379, 0.9635],\n",
      "        [0.0935, 0.8920],\n",
      "        [0.3140, 0.6335],\n",
      "        [0.1871, 0.8204],\n",
      "        [0.0531, 0.9508],\n",
      "        [0.0776, 0.9304],\n",
      "        [0.0138, 0.9895],\n",
      "        [0.0966, 0.9093],\n",
      "        [0.1304, 0.8576],\n",
      "        [0.0237, 0.9808],\n",
      "        [0.0760, 0.9267],\n",
      "        [0.0841, 0.9103],\n",
      "        [0.0494, 0.9464],\n",
      "        [0.0468, 0.9545],\n",
      "        [0.0630, 0.9397],\n",
      "        [0.1661, 0.8864],\n",
      "        [0.0416, 0.9629],\n",
      "        [0.0948, 0.8905],\n",
      "        [0.0146, 0.9891],\n",
      "        [0.1836, 0.8553],\n",
      "        [0.1125, 0.9091],\n",
      "        [0.1201, 0.9044],\n",
      "        [0.6374, 0.4121],\n",
      "        [0.0293, 0.9798],\n",
      "        [0.1368, 0.8522],\n",
      "        [0.1936, 0.8108],\n",
      "        [0.1292, 0.8777],\n",
      "        [0.0183, 0.9820],\n",
      "        [0.1566, 0.8762],\n",
      "        [0.0465, 0.9518],\n",
      "        [0.4316, 0.6215],\n",
      "        [0.1002, 0.9225],\n",
      "        [0.0730, 0.9429],\n",
      "        [0.0370, 0.9714],\n",
      "        [0.0596, 0.9247],\n",
      "        [0.0567, 0.9421],\n",
      "        [0.6695, 0.3188],\n",
      "        [0.2345, 0.8221],\n",
      "        [0.0301, 0.9710],\n",
      "        [0.1468, 0.8640],\n",
      "        [0.0229, 0.9807],\n",
      "        [0.1625, 0.7869],\n",
      "        [0.0142, 0.9831],\n",
      "        [0.0634, 0.9238],\n",
      "        [0.0532, 0.9385],\n",
      "        [0.2446, 0.7732],\n",
      "        [0.0271, 0.9736],\n",
      "        [0.0390, 0.9526],\n",
      "        [0.0555, 0.9411],\n",
      "        [0.1203, 0.9091],\n",
      "        [0.0837, 0.9042],\n",
      "        [0.0350, 0.9677],\n",
      "        [0.0912, 0.9314],\n",
      "        [0.0426, 0.9664],\n",
      "        [0.1570, 0.8397],\n",
      "        [0.0491, 0.9516],\n",
      "        [0.1751, 0.7880],\n",
      "        [0.0445, 0.9609],\n",
      "        [0.0381, 0.9652],\n",
      "        [0.1802, 0.8538],\n",
      "        [0.0506, 0.9499],\n",
      "        [0.3100, 0.7489],\n",
      "        [0.1042, 0.8779],\n",
      "        [0.0341, 0.9764],\n",
      "        [0.1106, 0.9086],\n",
      "        [0.0900, 0.9293],\n",
      "        [0.1781, 0.8685],\n",
      "        [0.1165, 0.9193],\n",
      "        [0.3123, 0.7550],\n",
      "        [0.0847, 0.9290],\n",
      "        [0.0151, 0.9854],\n",
      "        [0.0376, 0.9688],\n",
      "        [0.0161, 0.9855],\n",
      "        [0.0134, 0.9851],\n",
      "        [0.0470, 0.9643],\n",
      "        [0.2654, 0.7836],\n",
      "        [0.0155, 0.9895],\n",
      "        [0.0363, 0.9706],\n",
      "        [0.1389, 0.8280],\n",
      "        [0.0434, 0.9609],\n",
      "        [0.1766, 0.8844],\n",
      "        [0.8311, 0.1481],\n",
      "        [0.7760, 0.2129],\n",
      "        [0.8743, 0.0967],\n",
      "        [0.8129, 0.1765],\n",
      "        [0.8439, 0.1377],\n",
      "        [0.8425, 0.1356],\n",
      "        [0.8943, 0.0789],\n",
      "        [0.8496, 0.1287],\n",
      "        [0.8590, 0.1167],\n",
      "        [0.8651, 0.1096],\n",
      "        [0.8314, 0.1539],\n",
      "        [0.9090, 0.0640],\n",
      "        [0.8025, 0.1845],\n",
      "        [0.8255, 0.1594],\n",
      "        [0.8405, 0.1425],\n",
      "        [0.8467, 0.1348],\n",
      "        [0.8841, 0.0879],\n",
      "        [0.8544, 0.1254],\n",
      "        [0.8717, 0.1045],\n",
      "        [0.8807, 0.0942],\n",
      "        [0.7180, 0.2608],\n",
      "        [0.8845, 0.0905],\n",
      "        [0.7166, 0.2546],\n",
      "        [0.8506, 0.1231],\n",
      "        [0.8648, 0.1106],\n",
      "        [0.8542, 0.1216],\n",
      "        [0.8854, 0.0887],\n",
      "        [0.8546, 0.1250],\n",
      "        [0.8817, 0.0919],\n",
      "        [0.8848, 0.0900],\n",
      "        [0.8505, 0.1232],\n",
      "        [0.8650, 0.1126],\n",
      "        [0.8717, 0.1015],\n",
      "        [0.8520, 0.1258],\n",
      "        [0.8316, 0.1472],\n",
      "        [0.8442, 0.1339],\n",
      "        [0.8312, 0.1535],\n",
      "        [0.8646, 0.1090],\n",
      "        [0.8613, 0.1158],\n",
      "        [0.7903, 0.2081],\n",
      "        [0.8107, 0.1738],\n",
      "        [0.8304, 0.1544],\n",
      "        [0.8514, 0.1275],\n",
      "        [0.8544, 0.1251],\n",
      "        [0.5926, 0.4005],\n",
      "        [0.8333, 0.1485],\n",
      "        [0.8109, 0.1753],\n",
      "        [0.7914, 0.2034],\n",
      "        [0.7967, 0.1987],\n",
      "        [0.8939, 0.0795],\n",
      "        [0.8117, 0.1794],\n",
      "        [0.8083, 0.1761],\n",
      "        [0.8569, 0.1179],\n",
      "        [0.8376, 0.1394],\n",
      "        [0.8046, 0.1825],\n",
      "        [0.8864, 0.0845],\n",
      "        [0.8865, 0.0862],\n",
      "        [0.7751, 0.2288],\n",
      "        [0.8317, 0.1504],\n",
      "        [0.8047, 0.1868],\n",
      "        [0.8593, 0.1159],\n",
      "        [0.8293, 0.1499],\n",
      "        [0.8510, 0.1238],\n",
      "        [0.8571, 0.1211],\n",
      "        [0.9011, 0.0725],\n",
      "        [0.7998, 0.1952],\n",
      "        [0.8998, 0.0740],\n",
      "        [0.8558, 0.1219],\n",
      "        [0.8631, 0.1122],\n",
      "        [0.8516, 0.1237],\n",
      "        [0.8881, 0.0831],\n",
      "        [0.8896, 0.0837],\n",
      "        [0.8581, 0.1185],\n",
      "        [0.9043, 0.0661],\n",
      "        [0.8726, 0.1020],\n",
      "        [0.8550, 0.1230],\n",
      "        [0.8616, 0.1138],\n",
      "        [0.8447, 0.1355],\n",
      "        [0.8070, 0.1823],\n",
      "        [0.9010, 0.0707],\n",
      "        [0.7447, 0.2805],\n",
      "        [0.8326, 0.1474],\n",
      "        [0.8477, 0.1329],\n",
      "        [0.8760, 0.1000],\n",
      "        [0.8175, 0.1656],\n",
      "        [0.8384, 0.1451],\n",
      "        [0.8669, 0.1108],\n",
      "        [0.8154, 0.1745],\n",
      "        [0.7721, 0.2100],\n",
      "        [0.7835, 0.1952],\n",
      "        [0.8044, 0.1876],\n",
      "        [0.8984, 0.0749],\n",
      "        [0.8933, 0.0767],\n",
      "        [0.8756, 0.1002],\n",
      "        [0.9068, 0.0657],\n",
      "        [0.8149, 0.1746],\n",
      "        [0.8426, 0.1358],\n",
      "        [0.8488, 0.1302],\n",
      "        [0.8185, 0.1708],\n",
      "        [0.8156, 0.1723]], grad_fn=<SigmoidBackward>)\n"
     ]
    }
   ],
   "source": [
    "out = net.forward(x)\n",
    "print(out)\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  }
 ],
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    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
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   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
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 },
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